Classification of Variants in the paired longitudinal (PR) and PBTA cohorts

Set up

suppressPackageStartupMessages({
  library(tidyverse)
})

Directories and File Inputs/Outputs

# Detect the ".git" folder -- this will be in the project root directory
# Use this as the root directory to ensure proper sourcing of functions 
# no matter where this is called from
root_dir <- rprojroot::find_root(rprojroot::has_dir(".git"))
analysis_dir <- file.path(root_dir, "analyses", "tmb-vaf-longitudinal")
results_dir <- file.path(analysis_dir, "results")
input_dir <- file.path(analysis_dir, "input")
files_dir <- file.path(root_dir, "analyses", "sample-distribution-analysis", "results")

# Input files for the paired longitudinal (PR) cohort
pbta_file <- file.path(files_dir, "pbta.tsv") # file from add-sample-distribution module
genomic_paired_file <- file.path(files_dir, "genomic_assays_matched_time_points.tsv")
tmb_vaf_file <- file.path(results_dir, "tmb_vaf_genomic.tsv")
palette_file <- file.path(root_dir, "figures", "palettes", "oncoprint_color_palette.tsv")


# Input files for the PBTA cohort
maf_file <- file.path(results_dir, "maf.tsv")
tmb_file <- file.path(input_dir, "snv-mutation-tmb-coding.tsv")


# File path to PR plot directory
PR_plots_dir <-
  file.path(analysis_dir, "plots", "Alteration_type_barplots_PR")
if (!dir.exists(PR_plots_dir)) {
  dir.create(PR_plots_dir)
}

# File path to kids_PR_plots directory
kids_PR_plots_dir <-
  file.path(PR_plots_dir, "kids_PR_plots")
if (!dir.exists(kids_PR_plots_dir)) {
  dir.create(kids_PR_plots_dir)
}

# File path to kids_molecular_subtype_PR_plots_dir directory
kids_molecular_subtype_PR_plots_dir <-
  file.path(PR_plots_dir, "kids_molecular_subtype_PR_plots")
if (!dir.exists(kids_molecular_subtype_PR_plots_dir)) {
  dir.create(kids_molecular_subtype_PR_plots_dir)
}


# File path to molecular_subtype_PR_plots directory
molecular_subtype_PR_plots_dir <-
  file.path(PR_plots_dir, "molecular_subtype_PR_plots")
if (!dir.exists(molecular_subtype_PR_plots_dir)) {
  dir.create(molecular_subtype_PR_plots_dir)
}

# File path to PBTA plot directory
PBTA_plots_dir <-
  file.path(analysis_dir, "plots", "Alteration_type_barplots_PBTA")
if (!dir.exists(PBTA_plots_dir)) {
  dir.create(PBTA_plots_dir)
}


# File path to molecular_subtype_PBTA_plots directory
molecular_subtype_PBTA_plots_dir <-
  file.path(PBTA_plots_dir, "molecular_subtype_PBTA_plots")
if (!dir.exists(molecular_subtype_PBTA_plots_dir)) {
  dir.create(molecular_subtype_PBTA_plots_dir)
}

source(paste0(root_dir, "/figures/scripts/theme.R"))
source(paste0(analysis_dir, "/util/function-create-barplot.R"))

Read in data and process

PR cohort

# Vector to order timepoints
timepoints_order <- c("Diagnosis", "Progressive", "Recurrence", "Deceased", "Second Malignancy", "Unavailable")

# Vector to order Variant_Classification
variants_order <- c("Frame_Shift_Del", "Frame_Shift_Ins", "In_Frame_Del", 
                            "In_Frame_Ins", "Missense_Mutation", "Nonsense_Mutation", 
                            "Nonstop_Mutation", "Splice_Site", "Translation_Start_Site")

pbta_df <- readr::read_tsv(pbta_file, guess_max = 100000, show_col_types = FALSE) %>% 
  select(Kids_First_Participant_ID, Kids_First_Biospecimen_ID, cg_multiple, cg_id, cgGFAC, tumor_descriptor, molecular_subtype)

# This includes non synonymous mutations as described in the `01-preporcess-data.Rmd`
tmb_vaf_df <- readr::read_tsv(tmb_vaf_file, guess_max = 100000, show_col_types = FALSE) %>% 
  filter(!tmb >= 10) %>% 
  select(Kids_First_Biospecimen_ID, Variant_Classification, gene_protein, mutation_count,   region_size, tmb, VAF)

genomic_paired_df <- readr::read_tsv(genomic_paired_file, guess_max = 100000, show_col_types = FALSE) %>%
  left_join(pbta_df, by = c("Kids_First_Participant_ID")) %>% 
  left_join(tmb_vaf_df, by = c("Kids_First_Biospecimen_ID")) %>%
  filter(!is.na(tmb))

no_samples_with_tmb <- print(length(unique(genomic_paired_df$Kids_First_Participant_ID)))

[1] 116

# Attention as some bs specimen might not have TMB.
# If that happens, we will end up with samples lacking timepoints.
# Let's identify these samples and remove them for now.

PR_df <- genomic_paired_df %>%
  select(Kids_First_Participant_ID, tumor_descriptor) %>% 
  unique() %>%
  arrange(Kids_First_Participant_ID, tumor_descriptor) %>%
  group_by(Kids_First_Participant_ID) %>%
  summarize(tumor_descriptor_sum = str_c(tumor_descriptor, collapse = ";")) %>%
  filter(!tumor_descriptor_sum %in% c("Diagnosis", "Progressive", "Recurrence", "Second Malignancy", "Unavailable", "Deceased", "Progressive;Progressive")) %>%
  left_join(genomic_paired_df, by = c("Kids_First_Participant_ID")) %>%
  filter(!cg_id == "NA",
          !tumor_descriptor == "Not Reported") %>% 
  mutate(match_id = paste(tumor_descriptor, Kids_First_Participant_ID, sep = "_"),
         cg_id = str_replace(cg_id, c("/|-"), " "))
  

no_samples <- print(length(unique(PR_df$Kids_First_Participant_ID)))

[1] 107

# Let's count number of samples 
PR_count_df <- PR_df %>% 
  group_by(tumor_descriptor, cg_id, molecular_subtype, Kids_First_Participant_ID, match_id, Variant_Classification) %>% 
  dplyr::count(cg_id) %>% 
  mutate(tumor_descriptor = factor(tumor_descriptor),
         tumor_descriptor = fct_relevel(tumor_descriptor, timepoints_order),
         Variant_Classification = factor(Variant_Classification),
         Variant_Classification = fct_relevel(Variant_Classification, variants_order)) %>% 
  arrange(tumor_descriptor, Variant_Classification)

Warning: There were 945 warnings in `mutate()`.
The first warning was:
ℹ In argument: `tumor_descriptor = fct_relevel(tumor_descriptor, timepoints_order)`.
ℹ In group 1: `tumor_descriptor = "Deceased"`, `cg_id = "Adamantinomatous Craniopharyngioma"`, `molecular_subtype = "CRANIO, ADAM"`,
  `Kids_First_Participant_ID = "PT_WYXTEG3E"`, `match_id = "Deceased_PT_WYXTEG3E"`, `Variant_Classification = "Frame_Shift_Del"`.
Caused by warning:
! 1 unknown level in `f`: Unavailable
ℹ Run ]8;;ide:run:dplyr::last_dplyr_warnings()dplyr::last_dplyr_warnings()]8;; to see the 944 remaining warnings.

PBTA cohort

tmb_df <- readr::read_tsv(tmb_file, guess_max = 100000, show_col_types = FALSE) %>% 
  dplyr::rename(Kids_First_Biospecimen_ID = Tumor_Sample_Barcode) # change name of the biospecimen to match the one from the histologies files

tmb_vaf_df <- readr::read_tsv(maf_file, guess_max = 100000, show_col_types = FALSE) %>%
  left_join(tmb_df, by = c("Kids_First_Biospecimen_ID")) %>% 
  filter(!tmb >= 10,
         !is.na(tmb)) 

PBTA_df <- pbta_df %>% 
  left_join(tmb_vaf_df, by = c("Kids_First_Biospecimen_ID")) %>% 
  filter(!cg_id == "NA",
          !tumor_descriptor == "Not Reported") %>% 
  mutate(match_id = paste(tumor_descriptor, Kids_First_Participant_ID, sep = "_"),
         cg_id = str_replace(cg_id, c("/|-"), " "))

no_samples <- print(length(unique(PBTA_df$Kids_First_Participant_ID)))

[1] 2153

# Let's count number of samples 
PBTA_count_df <- PBTA_df %>% 
  group_by(tumor_descriptor, cg_id, molecular_subtype, Kids_First_Participant_ID, match_id, Variant_Classification) %>% 
  dplyr::count(cg_id) %>% 
  mutate(tumor_descriptor = factor(tumor_descriptor),
         tumor_descriptor = fct_relevel(tumor_descriptor, timepoints_order),
         Variant_Classification = factor(Variant_Classification),
         Variant_Classification = fct_relevel(Variant_Classification, variants_order)) %>% 
  arrange(tumor_descriptor, Variant_Classification) 

Warning: There were 8486 warnings in `mutate()`.
The first warning was:
ℹ In argument: `tumor_descriptor = fct_relevel(tumor_descriptor, timepoints_order)`.
ℹ In group 1: `tumor_descriptor = "Deceased"`, `cg_id = "Adamantinomatous Craniopharyngioma"`, `molecular_subtype = "CRANIO,
  ADAM"`, `Kids_First_Participant_ID = "PT_WYXTEG3E"`, `match_id = "Deceased_PT_WYXTEG3E"`, `Variant_Classification =
  "Frame_Shift_Del"`.
Caused by warning:
! 1 unknown level in `f`: Unavailable
ℹ Run ]8;;ide:run:dplyr::last_dplyr_warnings()dplyr::last_dplyr_warnings()]8;; to see the 8485 remaining warnings.

Define parameters for plots

# Read color palette
palette_df <- readr::read_tsv(palette_file, guess_max = 100000, show_col_types = FALSE) %>% 
  mutate(color_names = factor(color_names),
         color_names = fct_relevel(color_names, variants_order))

# Define and order palette
palette <- palette_df$hex_codes
names(palette) <- palette_df$color_names

Alterations per timepoint

PR cohort

# Define parameters for function
x_value <- PR_count_df$tumor_descriptor
title <- paste("Variant types in the paired longitudinal cohort", sep = " ")

# Run function
fname <- paste0(PR_plots_dir, "/", "Alteration_type_timepoints_barplots_PR.pdf")
print(fname)

[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/Alteration_type_timepoints_barplots_PR.pdf"

p <- create_stacked_barplot_variant(df = PR_count_df, x = x_value, palette = palette, title = title)
pdf(file = fname, width = 6, height = 6)

print(p)
dev.off()

quartz_off_screen 
                2 

PBTA cohort

# Define parameters for function
x_value <- PBTA_count_df$tumor_descriptor
title <- paste("Variant types in the PBTA cohort", sep = " ")

# Run function
fname <- paste0(PBTA_plots_dir, "/", "Alteration_type_timepoints_barplots_PBTA.pdf")
print(fname)

[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/Alteration_type_timepoints_barplots_PBTA.pdf"

p <- create_stacked_barplot_variant(df = PBTA_count_df, x = x_value, palette = palette, title = title)
pdf(file = fname, width = 6, height = 6)

print(p)
dev.off()

quartz_off_screen 
                2 

Alterations per timepoint in each cancer type

PR cohort

PR_panel_df <- PR_count_df %>% 
  mutate(cg_id = str_wrap(cg_id, 12)) # Edit to fit in the plot title for the panel

# Define parameters for function
x_value <- PR_panel_df$tumor_descriptor
title <- paste("Variant types across cancer groups in the paired longitudinal cohort", sep = " ")
rows <- 5

# Run function
fname <- paste0(PR_plots_dir, "/", "Alteration_type_timepoints_cg_id_barplots_PR.pdf")
print(fname)

[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/Alteration_type_timepoints_cg_id_barplots_PR.pdf"

p <- create_stacked_barplot_variant_cg_id(df = PR_panel_df, x = x_value, palette = palette, title = title, rows = rows)
pdf(file = fname, width = 12, height = 15)

print(p)
dev.off()

quartz_off_screen 
                2 

PBTA cohort

PBTA_panel_df <- PBTA_count_df %>% 
  mutate(cg_id = str_wrap(cg_id, 12)) # Edit to fit in the plot title for the panel

# Define parameters for function
x_value <- PBTA_panel_df$tumor_descriptor
title <- paste("Variant types across cancer groups in the PBTA cohort", sep = " ")
rows <- 10

# Run function
fname <- paste0(PBTA_plots_dir, "/", "Alteration_type_timepoints_cg_id_barplots_PBTA.pdf")
print(fname)

[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/Alteration_type_timepoints_cg_id_barplots_PBTA.pdf"

p <- create_stacked_barplot_variant_cg_id(df = PBTA_panel_df, x = x_value, palette = palette, title = title, rows = rows)
pdf(file = fname, width = 15, height = 28)

print(p)
dev.off()

quartz_off_screen 
                2 

Alterations per timepoint in each cancer type and molecular subtype

PR cohort

PR_panel_df <- PR_count_df %>% 
  mutate(cg_id = str_replace_all(cg_id, " ", "_"),
         molecular_subtype = str_wrap(molecular_subtype, 12)) # Edit to fit in the plot title for the panel

sample <- as.character(unique(PR_panel_df$cg_id)) 
sample <- sort(sample, decreasing = FALSE)
sample

 [1] "Adamantinomatous_Craniopharyngioma"       "Atypical_Teratoid_Rhabdoid_Tumor"         "Chordoma"                                
 [4] "Choroid_plexus_carcinoma"                 "CNS_Embryonal_tumor"                      "Craniopharyngioma"                       
 [7] "Diffuse_midline_glioma"                   "Dysembryoplastic_neuroepithelial_tumor"   "Embryonal_tumor_with_multilayer_rosettes"
[10] "Ependymoma"                               "Ewing_sarcoma"                            "Ganglioglioma"                           
[13] "Glial_neuronal_tumor"                     "Hemangioblastoma"                         "High_grade_glioma"                       
[16] "Low_grade_glioma"                         "Malignant_peripheral_nerve_sheath_tumor"  "Medulloblastoma"                         
[19] "Meningioma"                               "Neuroblastoma"                            "Neurofibroma_Plexiform"                  
[22] "Pilocytic_astrocytoma"                    "Schwannoma"                              

# Loop through variable
for (i in seq_along(sample)){
  print(i)
  df_sub <- PR_panel_df %>%
    filter(cg_id == sample[i]) 
 
  if (i %in% c(10, 16)){
    width_value = 25
    }else{
    width_value = 10
    }
  
# Define parameters for function
x_value <- df_sub$tumor_descriptor
title <- paste(sample[i], "Variants across molecular subtypes", sep = ": ")
rows_value <- 1

# Run function
fname <- paste0(molecular_subtype_PR_plots_dir, "/", sample[i], "_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf")
print(fname)
p <- create_stacked_barplot_variant_molecular_subtype(df = df_sub, x = x_value, palette = palette, title = title, rows = rows_value)
pdf(file = fname, width = width_value, height = 6)
print(p)
dev.off()
}

[1] 1
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Adamantinomatous_Craniopharyngioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 2
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Atypical_Teratoid_Rhabdoid_Tumor_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 3
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Chordoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 4
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Choroid_plexus_carcinoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 5
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/CNS_Embryonal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 6
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Craniopharyngioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 7
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Diffuse_midline_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 8
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Dysembryoplastic_neuroepithelial_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 9
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Embryonal_tumor_with_multilayer_rosettes_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 10
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Ependymoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 11
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Ewing_sarcoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 12
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Ganglioglioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 13
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Glial_neuronal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 14
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Hemangioblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 15
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/High_grade_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 16
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Low_grade_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 17
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Malignant_peripheral_nerve_sheath_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 18
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Medulloblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 19
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Meningioma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 20
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Neuroblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 21
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Neurofibroma_Plexiform_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 22
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Pilocytic_astrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"
[1] 23
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/molecular_subtype_PR_plots/Schwannoma_Alteration_type_timepoints_molecular_subtype_barplots_PR.pdf"

PBTA cohort

PBTA_panel_df <- PBTA_count_df %>% 
  mutate(cg_id = str_replace_all(cg_id, " ", "_"),
         molecular_subtype = str_wrap(molecular_subtype, 12)) # Edit to fit in the plot title for the panel

sample <- as.character(unique(PBTA_panel_df$cg_id)) 
sample <- sort(sample, decreasing = FALSE)
sample

 [1] "Adamantinomatous_Craniopharyngioma"                   "Astroblastoma"                                       
 [3] "Astrocytoma"                                          "Atypical_choroid_plexus_papilloma"                   
 [5] "Atypical_Teratoid_Rhabdoid_Tumor"                     "Cavernoma"                                           
 [7] "Central_neurocytoma"                                  "Chondromyxoid_fibroma"                               
 [9] "Chordoma"                                             "Choroid_plexus_carcinoma"                            
[11] "Choroid_plexus_papilloma"                             "Choroid_plexus_tumor"                                
[13] "CNS_Burkitt's_lymphoma"                               "CNS_Embryonal_tumor"                                 
[15] "CNS_neuroblastoma"                                    "Craniopharyngioma"                                   
[17] "Desmoplastic_infantile_astrocytoma_and_ganglioglioma" "Diffuse_fibrillary_astrocytoma"                      
[19] "Diffuse_hemispheric_glioma"                           "Diffuse_intrinsic_pontine_glioma"                    
[21] "Diffuse_leptomeningeal_glioneuronal_tumor"            "Diffuse_midline_glioma"                              
[23] "Dysembryoplastic_neuroepithelial_tumor"               "Embryonal_tumor_with_multilayer_rosettes"            
[25] "Ependymoma"                                           "Epstein_Barr_virus-related_tumor"                    
[27] "Ewing_sarcoma"                                        "Extraventricular_neurocytoma"                        
[29] "Ganglioglioma"                                        "Ganglioneuroblastoma"                                
[31] "Ganglioneuroma"                                       "Germinoma"                                           
[33] "Glial_neuronal_tumor"                                 "Glioblastoma"                                        
[35] "Hemangioblastoma"                                     "High_grade_glioma"                                   
[37] "Histiocytic_tumor"                                    "Infant_type_hemispheric_glioma"                      
[39] "Inflammatory_Myofibroblastic_Tumor"                   "Langerhans_Cell_histiocytosis"                       
[41] "Low_grade_glioma"                                     "Malignant_peripheral_nerve_sheath_tumor"             
[43] "Medulloblastoma"                                      "Melanocytic_tumor"                                   
[45] "Meningioma"                                           "Mesenchymal_tumor"                                   
[47] "Metastatic_secondary_tumors"                          "Mixed_germ_cell_tumor"                               
[49] "Neuroblastoma"                                        "Neurofibroma_Plexiform"                              
[51] "Non_germinomatous_germ_cell_tumor"                    "Oligodendroglioma"                                   
[53] "Perineuroma"                                          "Pilocytic_astrocytoma"                               
[55] "Pineoblastoma"                                        "Pleomorphic_xanthoastrocytoma"                       
[57] "Rhabdomyosarcoma"                                     "Rosai_Dorfman_disease"                               
[59] "Rosette_forming_glioneuronal_tumor"                   "Sarcoma"                                             
[61] "Schwannoma"                                           "Subependymal_Giant_Cell_Astrocytoma"                 
[63] "Teratoma"                                            

# Loop through variable
for (i in seq_along(sample)){
  print(i)
  df_sub <- PBTA_panel_df %>%
    filter(cg_id == sample[i]) 
 
   if (i %in% c(25, 41)){
    width_value = 25
    }else{
    width_value = 10
    }
  
# Define parameters for function
x_value <- df_sub$tumor_descriptor
title <- paste(sample[i], "Variants across molecular subtypes", sep = ": ")
rows_value <- 1

# Run function
fname <- paste0(molecular_subtype_PBTA_plots_dir, "/", sample[i], "_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf")
print(fname)
p <- create_stacked_barplot_variant_molecular_subtype(df = df_sub, x = x_value, palette = palette, title = title, rows = rows_value)
pdf(file = fname, width = width_value, height = 6)
print(p)
dev.off()
}

[1] 1
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Adamantinomatous_Craniopharyngioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 2
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Astroblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 3
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Astrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 4
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Atypical_choroid_plexus_papilloma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 5
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Atypical_Teratoid_Rhabdoid_Tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 6
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Cavernoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 7
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Central_neurocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 8
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Chondromyxoid_fibroma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 9
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Chordoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 10
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Choroid_plexus_carcinoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 11
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Choroid_plexus_papilloma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 12
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Choroid_plexus_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 13
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/CNS_Burkitt's_lymphoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 14
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/CNS_Embryonal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 15
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/CNS_neuroblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 16
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Craniopharyngioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 17
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Desmoplastic_infantile_astrocytoma_and_ganglioglioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 18
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Diffuse_fibrillary_astrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 19
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Diffuse_hemispheric_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 20
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Diffuse_intrinsic_pontine_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 21
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Diffuse_leptomeningeal_glioneuronal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 22
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Diffuse_midline_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 23
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Dysembryoplastic_neuroepithelial_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 24
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Embryonal_tumor_with_multilayer_rosettes_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 25
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Ependymoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 26
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Epstein_Barr_virus-related_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 27
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Ewing_sarcoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 28
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Extraventricular_neurocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 29
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Ganglioglioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 30
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Ganglioneuroblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 31
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Ganglioneuroma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 32
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Germinoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 33
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Glial_neuronal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 34
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Glioblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 35
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Hemangioblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 36
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/High_grade_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 37
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Histiocytic_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 38
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Infant_type_hemispheric_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 39
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Inflammatory_Myofibroblastic_Tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 40
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Langerhans_Cell_histiocytosis_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 41
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Low_grade_glioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 42
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Malignant_peripheral_nerve_sheath_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 43
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Medulloblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 44
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Melanocytic_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 45
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Meningioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 46
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Mesenchymal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 47
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Metastatic_secondary_tumors_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 48
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Mixed_germ_cell_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 49
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Neuroblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 50
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Neurofibroma_Plexiform_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 51
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Non_germinomatous_germ_cell_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 52
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Oligodendroglioma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 53
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Perineuroma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 54
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Pilocytic_astrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 55
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Pineoblastoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 56
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Pleomorphic_xanthoastrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 57
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Rhabdomyosarcoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 58
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Rosai_Dorfman_disease_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 59
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Rosette_forming_glioneuronal_tumor_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 60
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Sarcoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 61
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Schwannoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 62
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Subependymal_Giant_Cell_Astrocytoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"
[1] 63
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PBTA/molecular_subtype_PBTA_plots/Teratoma_Alteration_type_timepoints_molecular_subtype_barplots_PBTA.pdf"

Alterations per timepoint in each cancer type, molecular, and kids_id

PR cohort with molecular subtype

cg_df <- PR_count_df %>%
  # Fix syntax in cancer groups names 
  mutate(cg_id = str_replace_all(cg_id, " ", "_")) %>% 
  arrange(tumor_descriptor, desc(molecular_subtype))

sample <- as.character(unique(cg_df$cg_id)) 
sample <- sort(sample, decreasing = FALSE)
sample

 [1] "Adamantinomatous_Craniopharyngioma"       "Atypical_Teratoid_Rhabdoid_Tumor"         "Chordoma"                                
 [4] "Choroid_plexus_carcinoma"                 "CNS_Embryonal_tumor"                      "Craniopharyngioma"                       
 [7] "Diffuse_midline_glioma"                   "Dysembryoplastic_neuroepithelial_tumor"   "Embryonal_tumor_with_multilayer_rosettes"
[10] "Ependymoma"                               "Ewing_sarcoma"                            "Ganglioglioma"                           
[13] "Glial_neuronal_tumor"                     "Hemangioblastoma"                         "High_grade_glioma"                       
[16] "Low_grade_glioma"                         "Malignant_peripheral_nerve_sheath_tumor"  "Medulloblastoma"                         
[19] "Meningioma"                               "Neuroblastoma"                            "Neurofibroma_Plexiform"                  
[22] "Pilocytic_astrocytoma"                    "Schwannoma"                              

# Loop through variable
for (i in seq_along(sample)){
  print(i)
  df_sub <- cg_df %>%
    filter(cg_id == sample[i]) 

  if (i %in% c(2, 7, 15, 18)){
    width_value = 25
    }else if (i %in% c(10, 16)){
    width_value = 36
    }else{
    width_value = 10
      }

  # Define parameters for function
  x_value <- df_sub$tumor_descriptor
  title <- paste(sample[i], "Variants across samples", sep = ": ")
  rows_value <- 1
  
  # Run function
  fname <- paste0(kids_molecular_subtype_PR_plots_dir, "/", sample[i], "_Alteration_type_timepoints_kids_barplots_PR.pdf")
  print(fname)
  p <- create_stacked_barplot_variant_kids(df = df_sub, x = x_value, palette = palette, title = title, rows = rows_value)
  pdf(file = fname, width = width_value, height = 6)
  print(p)
  dev.off()
  }

[1] 1
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Adamantinomatous_Craniopharyngioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 2
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Atypical_Teratoid_Rhabdoid_Tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 3
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Chordoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 4
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Choroid_plexus_carcinoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 5
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/CNS_Embryonal_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 6
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Craniopharyngioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 7
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Diffuse_midline_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 8
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Dysembryoplastic_neuroepithelial_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 9
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Embryonal_tumor_with_multilayer_rosettes_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 10
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Ependymoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 11
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Ewing_sarcoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 12
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Ganglioglioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 13
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Glial_neuronal_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 14
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Hemangioblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 15
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/High_grade_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 16
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Low_grade_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 17
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Malignant_peripheral_nerve_sheath_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 18
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Medulloblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 19
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Meningioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 20
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Neuroblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 21
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Neurofibroma_Plexiform_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 22
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Pilocytic_astrocytoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 23
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_molecular_subtype_PR_plots/Schwannoma_Alteration_type_timepoints_kids_barplots_PR.pdf"

PR cohort without molecular subtype

cg_df <- PR_count_df %>%
  # Fix syntax in cancer groups names 
  mutate(cg_id = str_replace_all(cg_id, " ", "_"))

sample <- as.character(unique(cg_df$cg_id)) 
sample <- sort(sample, decreasing = FALSE)
sample

 [1] "Adamantinomatous_Craniopharyngioma"       "Atypical_Teratoid_Rhabdoid_Tumor"         "Chordoma"                                
 [4] "Choroid_plexus_carcinoma"                 "CNS_Embryonal_tumor"                      "Craniopharyngioma"                       
 [7] "Diffuse_midline_glioma"                   "Dysembryoplastic_neuroepithelial_tumor"   "Embryonal_tumor_with_multilayer_rosettes"
[10] "Ependymoma"                               "Ewing_sarcoma"                            "Ganglioglioma"                           
[13] "Glial_neuronal_tumor"                     "Hemangioblastoma"                         "High_grade_glioma"                       
[16] "Low_grade_glioma"                         "Malignant_peripheral_nerve_sheath_tumor"  "Medulloblastoma"                         
[19] "Meningioma"                               "Neuroblastoma"                            "Neurofibroma_Plexiform"                  
[22] "Pilocytic_astrocytoma"                    "Schwannoma"                              

# Loop through variable
for (i in seq_along(sample)){
  print(i)
  df_sub <- cg_df %>%
    filter(cg_id == sample[i]) 

  if (i %in% c(2, 7, 15, 18)){
    width_value = 25
    }else if (i %in% c(10, 16)){
    width_value = 28
    }else{
    width_value = 10
      }

  # Define parameters for function
  x_value <- df_sub$tumor_descriptor
  title <- paste(sample[i], "Variants across samples", sep = ": ")
  rows <- 1
  
  # Run function
  fname <- paste0(kids_PR_plots_dir, "/", sample[i], "_Alteration_type_timepoints_kids_barplots_PR.pdf")
  print(fname)
  p <- create_stacked_barplot_variant_kids(df = df_sub, x = x_value, palette = palette, title = title, rows = rows)
  pdf(file = fname, width = width_value, height = 6)
  print(p)
  dev.off()
  }

[1] 1
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Adamantinomatous_Craniopharyngioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 2
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Atypical_Teratoid_Rhabdoid_Tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 3
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Chordoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 4
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Choroid_plexus_carcinoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 5
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/CNS_Embryonal_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 6
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Craniopharyngioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 7
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Diffuse_midline_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 8
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Dysembryoplastic_neuroepithelial_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 9
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Embryonal_tumor_with_multilayer_rosettes_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 10
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Ependymoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 11
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Ewing_sarcoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 12
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Ganglioglioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 13
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Glial_neuronal_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 14
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Hemangioblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 15
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/High_grade_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 16
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Low_grade_glioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 17
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Malignant_peripheral_nerve_sheath_tumor_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 18
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Medulloblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 19
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Meningioma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 20
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Neuroblastoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 21
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Neurofibroma_Plexiform_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 22
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Pilocytic_astrocytoma_Alteration_type_timepoints_kids_barplots_PR.pdf"
[1] 23
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/Alteration_type_barplots_PR/kids_PR_plots/Schwannoma_Alteration_type_timepoints_kids_barplots_PR.pdf"

sessionInfo()

R version 4.3.1 (2023-06-16)
Platform: x86_64-apple-darwin20 (64-bit)
Running under: macOS Ventura 13.6

Matrix products: default
BLAS:   /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib 
LAPACK: /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

time zone: America/New_York
tzcode source: internal

attached base packages:
[1] stats4    grid      stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] igraph_1.5.1                packcircles_0.3.6           gridBase_0.4-7              reshape2_1.4.4             
 [5] gridExtra_2.3               clonevol_0.99.11            devtools_2.4.5              usethis_2.2.2              
 [9] CopyNumberPlots_1.18.0      karyoploteR_1.28.0          regioneR_1.34.0             BiocManager_1.30.22        
[13] readxl_1.4.3                Matrix_1.6-2                future_1.33.0               scater_1.30.0              
[17] scuttle_1.12.0              SeuratObject_5.0.0          Seurat_5.0.0                scDblFinder_1.16.0         
[21] SingleCellExperiment_1.24.0 SummarizedExperiment_1.32.0 Biobase_2.62.0              GenomicRanges_1.54.1       
[25] GenomeInfoDb_1.38.1         IRanges_2.36.0              S4Vectors_0.40.1            BiocGenerics_0.48.1        
[29] MatrixGenerics_1.14.0       matrixStats_1.1.0           ggthemes_4.2.4              ggpubr_0.6.0               
[33] rstatix_0.7.2               flextable_0.9.4             reshape_0.8.9               ComplexHeatmap_2.18.0      
[37] lubridate_1.9.3             forcats_1.0.0               stringr_1.5.0               dplyr_1.1.3                
[41] purrr_1.0.2                 readr_2.1.4                 tidyr_1.3.0                 tibble_3.2.1               
[45] ggplot2_3.4.4               tidyverse_2.0.0            

loaded via a namespace (and not attached):
  [1] dichromat_2.0-0.1         vroom_1.6.4               progress_1.2.2            urlchecker_1.0.1          nnet_7.3-19              
  [6] goftest_1.2-3             Biostrings_2.70.1         vctrs_0.6.4               spatstat.random_3.2-1     digest_0.6.33            
 [11] png_0.1-8                 shape_1.4.6               ggrepel_0.9.4             deldir_1.0-9              httpcode_0.3.0           
 [16] parallelly_1.36.0         MASS_7.3-60               fontLiberation_0.1.0      httpuv_1.6.12             foreach_1.5.2            
 [21] withr_2.5.2               xfun_0.41                 ellipsis_0.3.2            survival_3.5-7            memoise_2.0.1            
 [26] crul_1.4.0                ggbeeswarm_0.7.2          profvis_0.3.8             bamsignals_1.34.0         systemfonts_1.0.5        
 [31] ragg_1.2.6                zoo_1.8-12                GlobalOptions_0.1.2       pbapply_1.7-2             Formula_1.2-5            
 [36] prettyunits_1.2.0         KEGGREST_1.42.0           promises_1.2.1            httr_1.4.7                restfulr_0.0.15          
 [41] rhdf5filters_1.14.1       globals_0.16.2            fitdistrplus_1.1-11       ps_1.7.5                  rhdf5_2.46.0             
 [46] rstudioapi_0.15.0         miniUI_0.1.1.1            generics_0.1.3            processx_3.8.2            base64enc_0.1-3          
 [51] curl_5.1.0                zlibbioc_1.48.0           ScaledMatrix_1.10.0       polyclip_1.10-6           GenomeInfoDbData_1.2.11  
 [56] SparseArray_1.2.2         desc_1.4.2                xtable_1.8-4              doParallel_1.0.17         evaluate_0.23            
 [61] S4Arrays_1.2.0            BiocFileCache_2.10.1      hms_1.1.3                 irlba_2.3.5.1             colorspace_2.1-0         
 [66] filelock_1.0.2            ROCR_1.0-11               reticulate_1.34.0         spatstat.data_3.0-3       magrittr_2.0.3           
 [71] lmtest_0.9-40             later_1.3.1               viridis_0.6.4             lattice_0.22-5            spatstat.geom_3.2-7      
 [76] future.apply_1.11.0       scattermore_1.2           XML_3.99-0.15             cowplot_1.1.1             RcppAnnoy_0.0.21         
 [81] Hmisc_5.1-1               pillar_1.9.0              nlme_3.1-163              iterators_1.0.14          compiler_4.3.1           
 [86] beachmat_2.18.0           stringi_1.7.12            tensor_1.5                GenomicAlignments_1.38.0  plyr_1.8.9               
 [91] crayon_1.5.2              abind_1.4-5               BiocIO_1.12.0             locfit_1.5-9.8            sp_2.1-1                 
 [96] bit_4.0.5                 codetools_0.2-19          textshaping_0.3.7         BiocSingular_1.18.0       openssl_2.1.1            
[101] bslib_0.5.1               biovizBase_1.50.0         GetoptLong_1.0.5          plotly_4.10.3             mime_0.12                
[106] splines_4.3.1             circlize_0.4.15           Rcpp_1.0.11               dbplyr_2.4.0              sparseMatrixStats_1.14.0 
[111] cellranger_1.1.0          knitr_1.45                blob_1.2.4                utf8_1.2.4                clue_0.3-65              
[116] AnnotationFilter_1.26.0   fs_1.6.3                  checkmate_2.3.0           listenv_0.9.0             DelayedMatrixStats_1.24.0
[121] pkgbuild_1.4.2            ggsignif_0.6.4            callr_3.7.3               statmod_1.5.0             tzdb_0.4.0               
[126] pkgconfig_2.0.3           tools_4.3.1               cachem_1.0.8              RSQLite_2.3.3             viridisLite_0.4.2        
[131] DBI_1.1.3                 exomeCopy_1.48.0          fastmap_1.1.1             rmarkdown_2.25            scales_1.2.1             
[136] ica_1.0-3                 Rsamtools_2.18.0          broom_1.0.5               sass_0.4.7                officer_0.6.3            
[141] patchwork_1.1.3           dotCall64_1.1-0           VariantAnnotation_1.48.0  carData_3.0-5             rpart_4.1.21             
[146] RANN_2.6.1                farver_2.1.1              yaml_2.3.7                foreign_0.8-85            rtracklayer_1.62.0       
[151] cli_3.6.1                 leiden_0.4.3              lifecycle_1.0.4           askpass_1.2.0             uwot_0.1.16              
[156] sessioninfo_1.2.2         bluster_1.12.0            backports_1.4.1           BiocParallel_1.36.0       timechange_0.2.0         
[161] gtable_0.3.4              rjson_0.2.21              ggridges_0.5.4            progressr_0.14.0          parallel_4.3.1           
[166] limma_3.58.1              jsonlite_1.8.7            edgeR_4.0.1               bitops_1.0-7              bit64_4.0.5              
[171] xgboost_1.7.5.1           Rtsne_0.16                spatstat.utils_3.0-4      BiocNeighbors_1.20.0      zip_2.3.0                
[176] bezier_1.1.2              jquerylib_0.1.4           metapod_1.10.0            dqrng_0.3.1               lazyeval_0.2.2           
[181] shiny_1.7.5.1             htmltools_0.5.7           sctransform_0.4.1         rappdirs_0.3.3            ensembldb_2.26.0         
[186] glue_1.6.2                gfonts_0.2.0              spam_2.10-0               XVector_0.42.0            gdtools_0.3.4            
[191] RCurl_1.98-1.13           rprojroot_2.0.4           scran_1.30.0              BSgenome_1.70.1           cn.mops_1.48.0           
[196] R6_2.5.1                  labeling_0.4.3            GenomicFeatures_1.54.1    cluster_2.1.4             pkgload_1.3.3            
[201] Rhdf5lib_1.24.0           ProtGenerics_1.34.0       DelayedArray_0.28.0       tidyselect_1.2.0          vipor_0.4.5              
[206] htmlTable_2.4.2           xml2_1.3.5                fontBitstreamVera_0.1.1   car_3.1-2                 AnnotationDbi_1.64.1     
[211] rsvd_1.0.5                munsell_0.5.0             KernSmooth_2.23-22        fontquiver_0.2.1          data.table_1.14.8        
[216] htmlwidgets_1.6.2         RColorBrewer_1.1-3        biomaRt_2.58.0            rlang_1.1.2               spatstat.sparse_3.0-3    
[221] spatstat.explore_3.2-5    remotes_2.4.2.1           uuid_1.1-1                fansi_1.0.5               beeswarm_0.4.0